{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.ensemble import AdaBoostRegressor\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Suppress warnings from pandas\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "plt.rcParams['font.family'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r fix_samples_data\n",
    "# cluster 1st\n",
    "%store -r cluster_1st\n",
    "%store -r kpca_rbf_model_features_1st\n",
    "%store -r lle_model_features_1st\n",
    "%store -r tSNE_model_features_1st\n",
    "# cluster 2nd\n",
    "%store -r cluster_2nd\n",
    "%store -r kpca_rbf_model_features_2nd\n",
    "%store -r lle_model_features_2nd\n",
    "%store -r tSNE_model_features_2nd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 拆分特征集合\n",
    "samples_features = fix_samples_data.iloc[:, 2:]\n",
    "source_features = samples_features[samples_features.columns[[x for x in range(0, 7)]]]  # 原料性质\n",
    "produc_features = samples_features[samples_features.columns[[x for x in range(7, 10)]]]  # 产品性质\n",
    "manule_features = samples_features[samples_features.columns[[x for x in range(14, samples_features.shape[1])]]]  # 操作属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th colspan=\"7\" halign=\"left\">原料性质</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>硫含量,μg/g</th>\n",
       "      <th>辛烷值RON</th>\n",
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       "      <th>烯烃,v%</th>\n",
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       "      <th>密度(20℃),kg/m³</th>\n",
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       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
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       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
       "      <td>52.02</td>\n",
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       "    <tr>\n",
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       "      <td>0.727392</td>\n",
       "      <td>-0.597858</td>\n",
       "      <td>47.19</td>\n",
       "      <td>31.30</td>\n",
       "      <td>21.51</td>\n",
       "      <td>52.02</td>\n",
       "      <td>725.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         原料性质                                                                 \n",
       "     硫含量,μg/g    辛烷值RON 饱和烃,v%（烷烃+环烷烃）  烯烃,v%  芳烃,v% 溴值,gBr/100g 密度(20℃),kg/m³\n",
       "324  0.631387  0.196377          46.72  33.78  19.50       45.45         730.0\n",
       "323  0.631387 -0.370934          46.72  33.78  19.50       45.45         730.0\n",
       "322  0.727392 -0.370934          47.19  31.30  21.51       52.02         725.2\n",
       "321  0.727392 -0.597858          47.19  31.30  21.51       52.02         725.2\n",
       "320  0.727392 -0.597858          47.19  31.30  21.51       52.02         725.2"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "source_features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">产品性质</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>硫含量,μg/g</th>\n",
       "      <th>辛烷值RON</th>\n",
       "      <th>RON损失\\n（不是变量）</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>11.8</td>\n",
       "      <td>88.65</td>\n",
       "      <td>-0.032020</td>\n",
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       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>3.6</td>\n",
       "      <td>88.12</td>\n",
       "      <td>0.106038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>3.2</td>\n",
       "      <td>88.05</td>\n",
       "      <td>0.428174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>3.2</td>\n",
       "      <td>87.95</td>\n",
       "      <td>-0.032020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>3.2</td>\n",
       "      <td>88.05</td>\n",
       "      <td>-0.492215</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "        产品性质                     \n",
       "    硫含量,μg/g 辛烷值RON RON损失\\n（不是变量）\n",
       "324     11.8  88.65     -0.032020\n",
       "323      3.6  88.12      0.106038\n",
       "322      3.2  88.05      0.428174\n",
       "321      3.2  87.95     -0.032020\n",
       "320      3.2  88.05     -0.492215"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "produc_features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>S-ZORB.CAL_H2.PV</th>\n",
       "      <th>S-ZORB.PDI_2102.PV</th>\n",
       "      <th>S-ZORB.PT_2801.PV</th>\n",
       "      <th>S-ZORB.FC_2801.PV</th>\n",
       "      <th>S-ZORB.TE_2103.PV</th>\n",
       "      <th>S-ZORB.TE_2005.PV</th>\n",
       "      <th>S-ZORB.PT_2101.PV</th>\n",
       "      <th>S-ZORB.PDT_2104.PV</th>\n",
       "      <th>S-ZORB.SIS_PDT_2103B.PV</th>\n",
       "      <th>S-ZORB.TC_2101.PV</th>\n",
       "      <th>...</th>\n",
       "      <th>S-ZORB.RXL_0001.AUXCALCA.PV</th>\n",
       "      <th>S-ZORB.CAL_1.CANGLIANG.PV</th>\n",
       "      <th>S-ZORB.FT_1006.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_5204.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_1503.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_1503.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.FT_1504.DACA.PV</th>\n",
       "      <th>S-ZORB.FT_1504.TOTALIZERA.PV</th>\n",
       "      <th>S-ZORB.PC_1001A.PV</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>氢油比</th>\n",
       "      <th>反应过滤器压差</th>\n",
       "      <th>还原器压力</th>\n",
       "      <th>还原器流化氢气流量</th>\n",
       "      <th>反应器上部温度</th>\n",
       "      <th>反应器底部温度</th>\n",
       "      <th>反应器顶部压力</th>\n",
       "      <th>反应器顶底压差</th>\n",
       "      <th>反应过滤器压差</th>\n",
       "      <th>反吹氢气温度</th>\n",
       "      <th>...</th>\n",
       "      <th>加热炉效率</th>\n",
       "      <th>再生器藏量</th>\n",
       "      <th>加氢裂化轻石脑油进装置累积流量</th>\n",
       "      <th>汽油产品去气分累积流量</th>\n",
       "      <th>8.0MPa氢气至循环氢压缩机入口</th>\n",
       "      <th>8.0MPa氢气至循环氢压缩机入口</th>\n",
       "      <th>8.0MPa氢气至反吹氢压缩机出口</th>\n",
       "      <th>8.0MPa氢气至反吹氢压缩机出口</th>\n",
       "      <th>D101原料缓冲罐压力</th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <td>18.426142</td>\n",
       "      <td>2.396758</td>\n",
       "      <td>821.718908</td>\n",
       "      <td>425.160278</td>\n",
       "      <td>425.046425</td>\n",
       "      <td>2.296978</td>\n",
       "      <td>57.791767</td>\n",
       "      <td>1313.985175</td>\n",
       "      <td>244.914960</td>\n",
       "      <td>...</td>\n",
       "      <td>92.632938</td>\n",
       "      <td>2.642581</td>\n",
       "      <td>82306629.25</td>\n",
       "      <td>2103369.350</td>\n",
       "      <td>5419704.000</td>\n",
       "      <td>1352423.75</td>\n",
       "      <td>-13900.46050</td>\n",
       "      <td>445996.8</td>\n",
       "      <td>-120.560472</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>0.235185</td>\n",
       "      <td>18.626541</td>\n",
       "      <td>2.394805</td>\n",
       "      <td>820.887623</td>\n",
       "      <td>426.057338</td>\n",
       "      <td>425.133608</td>\n",
       "      <td>2.296625</td>\n",
       "      <td>55.948335</td>\n",
       "      <td>1309.464275</td>\n",
       "      <td>244.818115</td>\n",
       "      <td>...</td>\n",
       "      <td>92.803598</td>\n",
       "      <td>3.174031</td>\n",
       "      <td>82696129.75</td>\n",
       "      <td>2110959.450</td>\n",
       "      <td>4917537.750</td>\n",
       "      <td>1400663.75</td>\n",
       "      <td>-12373.27275</td>\n",
       "      <td>569836.8</td>\n",
       "      <td>-120.047287</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>0.237478</td>\n",
       "      <td>18.477196</td>\n",
       "      <td>2.398691</td>\n",
       "      <td>818.246100</td>\n",
       "      <td>425.390800</td>\n",
       "      <td>424.563592</td>\n",
       "      <td>2.301724</td>\n",
       "      <td>54.764742</td>\n",
       "      <td>1304.943400</td>\n",
       "      <td>245.025612</td>\n",
       "      <td>...</td>\n",
       "      <td>92.693876</td>\n",
       "      <td>2.935758</td>\n",
       "      <td>83087625.75</td>\n",
       "      <td>2118469.700</td>\n",
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       "      <td>-10846.08550</td>\n",
       "      <td>693676.8</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0.239947</td>\n",
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       "      <td>54.426241</td>\n",
       "      <td>1298.162100</td>\n",
       "      <td>244.937650</td>\n",
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       "      <td>2.752566</td>\n",
       "      <td>83687113.25</td>\n",
       "      <td>2129270.425</td>\n",
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       "      <td>879436.8</td>\n",
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       "      <td>...</td>\n",
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       "      <td>84087479.25</td>\n",
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       "      <td>-7028.11670</td>\n",
       "      <td>1003276.5</td>\n",
       "      <td>-118.251152</td>\n",
       "      <td>1</td>\n",
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       "    S-ZORB.CAL_H2.PV S-ZORB.PDI_2102.PV S-ZORB.PT_2801.PV S-ZORB.FC_2801.PV  \\\n",
       "                 氢油比            反应过滤器压差             还原器压力         还原器流化氢气流量   \n",
       "324         0.238883          18.426142          2.396758        821.718908   \n",
       "323         0.235185          18.626541          2.394805        820.887623   \n",
       "322         0.237478          18.477196          2.398691        818.246100   \n",
       "321         0.239947          18.356451          2.393195        820.912883   \n",
       "320         0.238174          18.169647          2.392515        819.708705   \n",
       "\n",
       "    S-ZORB.TE_2103.PV S-ZORB.TE_2005.PV S-ZORB.PT_2101.PV S-ZORB.PDT_2104.PV  \\\n",
       "              反应器上部温度           反应器底部温度           反应器顶部压力            反应器顶底压差   \n",
       "324        425.160278        425.046425          2.296978          57.791767   \n",
       "323        426.057338        425.133608          2.296625          55.948335   \n",
       "322        425.390800        424.563592          2.301724          54.764742   \n",
       "321        425.062968        424.276302          2.298786          54.426241   \n",
       "320        424.567210        423.932695          2.299256          52.717846   \n",
       "\n",
       "    S-ZORB.SIS_PDT_2103B.PV S-ZORB.TC_2101.PV  ...  \\\n",
       "                    反应过滤器压差            反吹氢气温度  ...   \n",
       "324             1313.985175        244.914960  ...   \n",
       "323             1309.464275        244.818115  ...   \n",
       "322             1304.943400        245.025612  ...   \n",
       "321             1298.162100        244.937650  ...   \n",
       "320             1293.641175        244.986360  ...   \n",
       "\n",
       "    S-ZORB.RXL_0001.AUXCALCA.PV S-ZORB.CAL_1.CANGLIANG.PV  \\\n",
       "                          加热炉效率                     再生器藏量   \n",
       "324                   92.632938                  2.642581   \n",
       "323                   92.803598                  3.174031   \n",
       "322                   92.693876                  2.935758   \n",
       "321                   92.959356                  2.752566   \n",
       "320                   92.577119                  3.454565   \n",
       "\n",
       "    S-ZORB.FT_1006.TOTALIZERA.PV S-ZORB.FT_5204.TOTALIZERA.PV  \\\n",
       "                 加氢裂化轻石脑油进装置累积流量                  汽油产品去气分累积流量   \n",
       "324                  82306629.25                  2103369.350   \n",
       "323                  82696129.75                  2110959.450   \n",
       "322                  83087625.75                  2118469.700   \n",
       "321                  83687113.25                  2129270.425   \n",
       "320                  84087479.25                  2136687.475   \n",
       "\n",
       "    S-ZORB.FT_1503.DACA.PV S-ZORB.FT_1503.TOTALIZERA.PV  \\\n",
       "         8.0MPa氢气至循环氢压缩机入口            8.0MPa氢气至循环氢压缩机入口   \n",
       "324            5419704.000                   1352423.75   \n",
       "323            4917537.750                   1400663.75   \n",
       "322            4415371.475                   1448903.75   \n",
       "321            3662122.000                   1521263.75   \n",
       "320            3159955.750                   1569503.75   \n",
       "\n",
       "    S-ZORB.FT_1504.DACA.PV S-ZORB.FT_1504.TOTALIZERA.PV S-ZORB.PC_1001A.PV  \\\n",
       "         8.0MPa氢气至反吹氢压缩机出口            8.0MPa氢气至反吹氢压缩机出口        D101原料缓冲罐压力   \n",
       "324           -13900.46050                     445996.8        -120.560472   \n",
       "323           -12373.27275                     569836.8        -120.047287   \n",
       "322           -10846.08550                     693676.8        -119.534108   \n",
       "321            -8555.30420                     879436.8        -118.764337   \n",
       "320            -7028.11670                    1003276.5        -118.251152   \n",
       "\n",
       "    cluster  \n",
       "             \n",
       "324       1  \n",
       "323       1  \n",
       "322       1  \n",
       "321       1  \n",
       "320       1  \n",
       "\n",
       "[5 rows x 335 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "manule_features.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对类别一进行集成学习 => AdamBoost(弱学习器权重调整) => rbf 核"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_set_1st = set()\n",
    "features_set_1st = features_set_1st.union(kpca_rbf_model_features_1st, lle_model_features_1st, tSNE_model_features_1st)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape=(228, 11)\n",
      "y_train.shape=(228, 1)\n",
      "X_test.shape=(58, 11)\n",
      "y_test.shape=(58, 1)\n"
     ]
    }
   ],
   "source": [
    "# 构建训练集和测试集 cluster 1st\n",
    "X = manule_features[list(features_set_1st)]\n",
    "y = produc_features[[('产品性质', 'RON损失\\n（不是变量）')]]\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8, random_state=1)\n",
    "print('X_train.shape={}\\ny_train.shape={}\\nX_test.shape={}\\ny_test.shape={}'.format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.939875846259742"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regr = AdaBoostRegressor(base_estimator=SVR(kernel='rbf', C=1e3, gamma=0.01), random_state=0, n_estimators=100)\n",
    "regr.fit(X_train, y_train)\n",
    "regr.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.07290497925992168"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test_pred = regr.predict(X_test)\n",
    "plt.figure(figsize = (32, 8))\n",
    "plt.plot(range(len(y_test)), y_test_pred, 'b', label=\"predict\")\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n",
    "plt.legend(loc = \"upper right\", prop={'size': 14})\n",
    "plt.ylabel(\"辛烷值RON损失\")\n",
    "plt.show()\n",
    "\n",
    "regr.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对类别二进行集成学习 => AdamBoost(弱学习器权重调整) => rbf 核"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_set_2nd = set()\n",
    "features_set_2nd = features_set_2nd.union(kpca_rbf_model_features_2nd, lle_model_features_2nd, tSNE_model_features_2nd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape=(214, 29)\n",
      "y_train.shape=(214, 1)\n",
      "X_test.shape=(72, 29)\n",
      "y_test.shape=(72, 1)\n"
     ]
    }
   ],
   "source": [
    "# 构建训练集和测试集 cluster 2nd\n",
    "X = manule_features[list(features_set_2nd)]\n",
    "y = produc_features[[('产品性质', 'RON损失\\n（不是变量）')]]\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
    "print('X_train.shape={}\\ny_train.shape={}\\nX_test.shape={}\\ny_test.shape={}'.format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9588088906840316"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regr = AdaBoostRegressor(base_estimator=SVR(kernel='rbf', C=1e3, gamma=0.01), random_state=0, n_estimators=100)\n",
    "regr.fit(X_train, y_train)\n",
    "regr.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "-0.05727206141336505"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test_pred = regr.predict(X_test)\n",
    "plt.figure(figsize = (32, 8))\n",
    "plt.plot(range(len(y_test)), y_test_pred, 'b', label=\"predict\")\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n",
    "plt.legend(loc = \"upper right\", prop={'size': 14})\n",
    "plt.ylabel(\"辛烷值RON损失\")\n",
    "plt.show()\n",
    "\n",
    "regr.score(X_test, y_test)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python(chenhao)",
   "language": "python",
   "name": "venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
